{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import _pickle as cPickle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>location</th>\n",
       "      <th>age</th>\n",
       "      <th>item_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>usa</td>\n",
       "      <td>3</td>\n",
       "      <td>0195153448</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>034542252</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>canada</td>\n",
       "      <td>0</td>\n",
       "      <td>0002005018</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>canada</td>\n",
       "      <td>0</td>\n",
       "      <td>0060973129</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>canada</td>\n",
       "      <td>0</td>\n",
       "      <td>0374157065</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id location  age     item_id  rating\n",
       "0        2      usa    3  0195153448       0\n",
       "1        7      usa    0   034542252       0\n",
       "2        8   canada    0  0002005018       5\n",
       "3        8   canada    0  0060973129       0\n",
       "4        8   canada    0  0374157065       0"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data_training = cPickle.load(open('./data/df_data_training.pkl','rb'))\n",
    "df_data_training.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['usa',\n",
       " 'canada',\n",
       " 'united kingdom',\n",
       " 'germany',\n",
       " 'australia',\n",
       " 'spain',\n",
       " 'france',\n",
       " 'n/a',\n",
       " 'italy']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toplocations = cPickle.load(open('./data/toplocations.pkl','rb'))\n",
    "toplocations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "feature_recommand = defaultdict(dict)\n",
    "feature_recommand_meanrating = defaultdict(dict)\n",
    "\n",
    "for location,data_groupby_location in df_data_training.groupby('location'):\n",
    "    for age,data_groupby_location_age in data_groupby_location.groupby('age'):\n",
    "        # 找到75%的数字，取中位数和10的最大值\n",
    "        rating_counts = data_groupby_location_age['item_id'].value_counts()\n",
    "        divide_boundary = max(np.percentile(rating_counts,75),10)\n",
    "        data_groupby_location_age_top = data_groupby_location_age[\n",
    "                data_groupby_location_age.item_id.isin(\n",
    "                    rating_counts[rating_counts >= divide_boundary].index\n",
    "                )\n",
    "        ]\n",
    "        item_sort_by_meanrating = data_groupby_location_age_top.groupby('item_id')['rating'].mean().sort_values(ascending=False)\n",
    "        feature_recommand[location][age] = [\n",
    "            item_id for item_id in item_sort_by_meanrating.index if item_sort_by_meanrating[item_id] >= 6\n",
    "        ][:100]\n",
    "        feature_recommand_meanrating[location][age] = [\n",
    "            {\"%s\" % item_id:item_sort_by_meanrating[item_id]}\n",
    "            for item_id in item_sort_by_meanrating.index if item_sort_by_meanrating[item_id] >= 6\n",
    "\n",
    "        ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(dict,\n",
       "            {'': {0: ['0380789019', '1400034779'],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['0553296981',\n",
       "               '0439139597',\n",
       "               '038082101X',\n",
       "               '0446310786',\n",
       "               '0439139600',\n",
       "               '0439136350',\n",
       "               '002542730X'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'australia': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['1875989218'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'canada': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['0446532231',\n",
       "               '0771060548',\n",
       "               '0451191145',\n",
       "               '0440212561',\n",
       "               '0312924585',\n",
       "               '0446310786'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'france': {0: [], 1: [], 2: [], 3: ['2877302202'], 4: [], 5: []},\n",
       "             'germany': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['3596215226',\n",
       "               '3150000017',\n",
       "               '3423202947',\n",
       "               '3442092981',\n",
       "               '3453146972'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'italy': {0: ['8826703132'],\n",
       "              2: [],\n",
       "              3: ['8845205118', '8807816067'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'n/a': {0: [], 3: [], 4: []},\n",
       "             'spain': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['8445071416',\n",
       "               '8478886451',\n",
       "               '8408039369',\n",
       "               '8445071408',\n",
       "               '8432206407'],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'united kingdom': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: ['1844262553',\n",
       "               '1857231384',\n",
       "               '0552131059',\n",
       "               '0552149519',\n",
       "               '0552134627'],\n",
       "              4: ['1844262553'],\n",
       "              5: []},\n",
       "             'usa': {0: ['0615116426',\n",
       "               '0395977894',\n",
       "               '0877017883',\n",
       "               '0743225422',\n",
       "               '0439064864',\n",
       "               '0971181802',\n",
       "               '0064405176',\n",
       "               '0670813648',\n",
       "               '0439136350',\n",
       "               '0679457526',\n",
       "               '0151008116',\n",
       "               '0684833395',\n",
       "               '0446365386',\n",
       "               '0060964049',\n",
       "               '0060508302',\n",
       "               '0156528207',\n",
       "               '0020442203',\n",
       "               '0446670111',\n",
       "               '0142000663',\n",
       "               '0385480016',\n",
       "               '0441000916',\n",
       "               '0439139597',\n",
       "               '0060915544',\n",
       "               '0679720200',\n",
       "               '0061044431'],\n",
       "              1: [],\n",
       "              2: ['0439139597',\n",
       "               '0671027344',\n",
       "               '0316666343',\n",
       "               '0385729340',\n",
       "               '043935806X',\n",
       "               '0439136350',\n",
       "               '0345342968',\n",
       "               '0446310786',\n",
       "               '0440219078'],\n",
       "              3: ['0060256737',\n",
       "               '0060248025',\n",
       "               '1573223328',\n",
       "               '0618002227',\n",
       "               '0671705091',\n",
       "               '055337933X',\n",
       "               '0439136350',\n",
       "               '067172262X',\n",
       "               '0439064864',\n",
       "               '0385199570',\n",
       "               '0140386335',\n",
       "               '0060256656',\n",
       "               '1400032717',\n",
       "               '0439139597',\n",
       "               '038070613X',\n",
       "               '034544356X',\n",
       "               '0451167716',\n",
       "               '0553577123',\n",
       "               '0140143505',\n",
       "               '0802135226',\n",
       "               '0671027344',\n",
       "               '0440498058',\n",
       "               '0679879269',\n",
       "               '0140345353',\n",
       "               '0875421180',\n",
       "               '0812968379',\n",
       "               '0380788624',\n",
       "               '0425181685',\n",
       "               '039480001X',\n",
       "               '0380807343',\n",
       "               '0590353403',\n",
       "               '0609807900',\n",
       "               '0061099015',\n",
       "               '0671729462',\n",
       "               '0743436679',\n",
       "               '0618129022',\n",
       "               '0618002235',\n",
       "               '0811825558',\n",
       "               '0877017883',\n",
       "               '0515134465',\n",
       "               '084394952X'],\n",
       "              4: ['0553582763',\n",
       "               '0140053204',\n",
       "               '0679457526',\n",
       "               '0446611638',\n",
       "               '0609608444',\n",
       "               '0312265840',\n",
       "               '0877017883',\n",
       "               '0380813815',\n",
       "               '0399150439',\n",
       "               '0440180295',\n",
       "               '0060916508',\n",
       "               '0316155306'],\n",
       "              5: []}})"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_recommand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(dict,\n",
       "            {'': {0: [{'0380789019': 6.6}, {'1400034779': 6.230769230769231}],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'0553296981': 7.5},\n",
       "               {'0439139597': 7.4},\n",
       "               {'038082101X': 7.333333333333333},\n",
       "               {'0446310786': 6.916666666666667},\n",
       "               {'0439139600': 6.909090909090909},\n",
       "               {'0439136350': 6.285714285714286},\n",
       "               {'002542730X': 6.1}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'australia': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'1875989218': 6.090909090909091}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'canada': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'0446532231': 7.153846153846154},\n",
       "               {'0771060548': 6.888888888888889},\n",
       "               {'0451191145': 6.8},\n",
       "               {'0440212561': 6.642857142857143},\n",
       "               {'0312924585': 6.333333333333333},\n",
       "               {'0446310786': 6.095238095238095}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'france': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'2877302202': 6.8}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'germany': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'3596215226': 7.3},\n",
       "               {'3150000017': 7.142857142857143},\n",
       "               {'3423202947': 6.7},\n",
       "               {'3442092981': 6.0},\n",
       "               {'3453146972': 6.0}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'italy': {0: [{'8826703132': 6.076923076923077}],\n",
       "              2: [],\n",
       "              3: [{'8845205118': 7.666666666666667},\n",
       "               {'8807816067': 6.181818181818182}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'n/a': {0: [], 3: [], 4: []},\n",
       "             'spain': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'8445071416': 8.692307692307692},\n",
       "               {'8478886451': 8.4},\n",
       "               {'8408039369': 7.8},\n",
       "               {'8445071408': 7.0},\n",
       "               {'8432206407': 6.166666666666667}],\n",
       "              4: [],\n",
       "              5: []},\n",
       "             'united kingdom': {0: [],\n",
       "              1: [],\n",
       "              2: [],\n",
       "              3: [{'1844262553': 8.347826086956522},\n",
       "               {'1857231384': 7.0},\n",
       "               {'0552131059': 6.615384615384615},\n",
       "               {'0552149519': 6.2},\n",
       "               {'0552134627': 6.0}],\n",
       "              4: [{'1844262553': 8.5}],\n",
       "              5: []},\n",
       "             'usa': {0: [{'0615116426': 8.454545454545455},\n",
       "               {'0395977894': 8.1},\n",
       "               {'0877017883': 7.2},\n",
       "               {'0743225422': 7.1},\n",
       "               {'0439064864': 6.947368421052632},\n",
       "               {'0971181802': 6.769230769230769},\n",
       "               {'0064405176': 6.636363636363637},\n",
       "               {'0670813648': 6.545454545454546},\n",
       "               {'0439136350': 6.526315789473684},\n",
       "               {'0679457526': 6.428571428571429},\n",
       "               {'0151008116': 6.416666666666667},\n",
       "               {'0684833395': 6.411764705882353},\n",
       "               {'0446365386': 6.4},\n",
       "               {'0060964049': 6.266666666666667},\n",
       "               {'0060508302': 6.2},\n",
       "               {'0156528207': 6.166666666666667},\n",
       "               {'0020442203': 6.166666666666667},\n",
       "               {'0446670111': 6.125},\n",
       "               {'0142000663': 6.117647058823529},\n",
       "               {'0385480016': 6.090909090909091},\n",
       "               {'0441000916': 6.076923076923077},\n",
       "               {'0439139597': 6.066666666666666},\n",
       "               {'0060915544': 6.0625},\n",
       "               {'0679720200': 6.0},\n",
       "               {'0061044431': 6.0}],\n",
       "              1: [],\n",
       "              2: [{'0439139597': 8.357142857142858},\n",
       "               {'0671027344': 7.636363636363637},\n",
       "               {'0316666343': 7.285714285714286},\n",
       "               {'0385729340': 7.2},\n",
       "               {'043935806X': 6.615384615384615},\n",
       "               {'0439136350': 6.6},\n",
       "               {'0345342968': 6.333333333333333},\n",
       "               {'0446310786': 6.0588235294117645},\n",
       "               {'0440219078': 6.0}],\n",
       "              3: [{'0060256737': 8.833333333333334},\n",
       "               {'0060248025': 7.461538461538462},\n",
       "               {'1573223328': 7.0},\n",
       "               {'0618002227': 6.9411764705882355},\n",
       "               {'0671705091': 6.9},\n",
       "               {'055337933X': 6.8},\n",
       "               {'0439136350': 6.7846153846153845},\n",
       "               {'067172262X': 6.611111111111111},\n",
       "               {'0439064864': 6.607142857142857},\n",
       "               {'0385199570': 6.588235294117647},\n",
       "               {'0140386335': 6.545454545454546},\n",
       "               {'0060256656': 6.533333333333333},\n",
       "               {'1400032717': 6.5},\n",
       "               {'0439139597': 6.483870967741935},\n",
       "               {'038070613X': 6.461538461538462},\n",
       "               {'034544356X': 6.454545454545454},\n",
       "               {'0451167716': 6.428571428571429},\n",
       "               {'0553577123': 6.416666666666667},\n",
       "               {'0140143505': 6.416666666666667},\n",
       "               {'0802135226': 6.4},\n",
       "               {'0671027344': 6.333333333333333},\n",
       "               {'0440498058': 6.2439024390243905},\n",
       "               {'0679879269': 6.2},\n",
       "               {'0140345353': 6.2},\n",
       "               {'0875421180': 6.2},\n",
       "               {'0812968379': 6.2},\n",
       "               {'0380788624': 6.2},\n",
       "               {'0425181685': 6.2},\n",
       "               {'039480001X': 6.1875},\n",
       "               {'0380807343': 6.166666666666667},\n",
       "               {'0590353403': 6.142857142857143},\n",
       "               {'0609807900': 6.125},\n",
       "               {'0061099015': 6.1},\n",
       "               {'0671729462': 6.090909090909091},\n",
       "               {'0743436679': 6.090909090909091},\n",
       "               {'0618129022': 6.08},\n",
       "               {'0618002235': 6.071428571428571},\n",
       "               {'0811825558': 6.066666666666666},\n",
       "               {'0877017883': 6.0625},\n",
       "               {'0515134465': 6.0},\n",
       "               {'084394952X': 6.0}],\n",
       "              4: [{'0553582763': 6.833333333333333},\n",
       "               {'0140053204': 6.7},\n",
       "               {'0679457526': 6.7},\n",
       "               {'0446611638': 6.642857142857143},\n",
       "               {'0609608444': 6.454545454545454},\n",
       "               {'0312265840': 6.3},\n",
       "               {'0877017883': 6.181818181818182},\n",
       "               {'0380813815': 6.166666666666667},\n",
       "               {'0399150439': 6.153846153846154},\n",
       "               {'0440180295': 6.1},\n",
       "               {'0060916508': 6.1},\n",
       "               {'0316155306': 6.0}],\n",
       "              5: []}})"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_recommand_meanrating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "item_rating_counts = df_data_training['item_id'].value_counts()\n",
    "plt.plot(\n",
    "    range(len(item_rating_counts)),\n",
    "    item_rating_counts,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3822966275326431"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_rating_counts[:10000].sum() / item_rating_counts.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['0971880107', '0316666343', '0385504209', '0312195516', '0060928336',\n",
       "       '0679781587', '044023722X', '0142001740', '0316601950', '0671027360',\n",
       "       ...\n",
       "       '0375703128', '0425176088', '0525946241', '3404100263', '0571220460',\n",
       "       '1401301231', '0002259834', '0671646788', '0743418921', '0446323861'],\n",
       "      dtype='object', length=10000)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top10000_item_ids = item_rating_counts[:10000].index\n",
    "top10000_item_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>location</th>\n",
       "      <th>age</th>\n",
       "      <th>item_id</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8</td>\n",
       "      <td>canada</td>\n",
       "      <td>0</td>\n",
       "      <td>0399135782</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>9</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>0440234743</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>9</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>0452264464</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>9</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>0609804618</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>14</td>\n",
       "      <td>usa</td>\n",
       "      <td>0</td>\n",
       "      <td>0971880107</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    user_id location  age     item_id  rating\n",
       "6         8   canada    0  0399135782       0\n",
       "20        9      usa    0  0440234743       0\n",
       "21        9      usa    0  0452264464       6\n",
       "22        9      usa    0  0609804618       0\n",
       "29       14      usa    0  0971880107       0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_data_training_top_item = df_data_training[\n",
    "    df_data_training['item_id'].isin(top10000_item_ids)\n",
    "]\n",
    "df_data_training_top_item.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "item_id\n",
       "0615116426    8.166667\n",
       "8478886451    8.166667\n",
       "3423071516    8.090909\n",
       "0812533550    8.076923\n",
       "1844262553    8.000000\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top100_item_ids = df_data_training_top_item.groupby('item_id')['rating'].mean().sort_values(ascending = False)[:100]\n",
    "top100_item_ids.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "top100_item_ids = top100_item_ids.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0615116426',\n",
       " '8478886451',\n",
       " '3423071516',\n",
       " '0812533550',\n",
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       " '0451171357',\n",
       " '039480001X',\n",
       " '0552142379',\n",
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       " '0345458915',\n",
       " '1841952753',\n",
       " '0099410869',\n",
       " '2070408507',\n",
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       " '0385474903',\n",
       " '0671027344',\n",
       " '0140187537',\n",
       " '0060927240',\n",
       " '0380014300',\n",
       " '3551551677',\n",
       " '0747532745',\n",
       " '0552148997',\n",
       " '0451092163',\n",
       " '015668568X',\n",
       " '0064471063',\n",
       " '0872860175',\n",
       " '0590414291',\n",
       " '0553293362',\n",
       " '8472230082']"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "for location in feature_recommand.keys():\n",
    "    for age in feature_recommand[location]:\n",
    "        recommend_quantity = len(feature_recommand[location][age])\n",
    "        feature_recommand[location][age] = feature_recommand[location][age] + top100_item_ids[:(100-recommend_quantity)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(dict,\n",
       "            {'': {0: ['0380789019',\n",
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      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_recommand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "cPickle.dump(feature_recommand,open('./data/feature_recommand.pkl','wb'))"
   ]
  }
 ],
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